SciML Open Source Scientific Machine Learning

Contributor's Guide on Collaborative Practices for Community Packages

SciML

Automatic optimization and parallelization for Scientific Machine Learning (SciML)

SciML

A Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.

SciML

Automatic Finite Difference PDE solving with Julia SciML

SciML

Automatic detection of sparsity in pure Julia functions for sparsity-enabled scientific machine learning (SciML)

SciML

Fast uncertainty quantification for scientific machine learning (SciML) and differential equations

SciML

A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dimensionality

SciML

A standard library of components to model the world and beyond

SciML

Fast and automatic structural identifiability software for ODE systems

SciML

A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia programming language

SciML